{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8d88327d-d42a-4051-bbdf-89f69b0fa032",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "import xarray as xr\n",
    "import random"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bdb2a026-ac8f-47ce-be9c-c075e50d5aff",
   "metadata": {
    "tags": []
   },
   "source": [
    "### TSTA Results File:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "516ad83d-a941-4ed4-a115-2a7f6d8fd755",
   "metadata": {},
   "outputs": [],
   "source": [
    "full_craterdat = pd.read_csv('../results/tsta_20_200.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b4d4b4e-4164-49e7-a4c4-a5e3a0837a9e",
   "metadata": {
    "tags": []
   },
   "source": [
    "### TSTA Random Results File:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3f842f62-c00e-4e32-a0ee-2f43252809bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "random_data = pd.read_csv('../results/tsta_random.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b109dc7f-5caf-49c3-afaa-6dc731abbcb3",
   "metadata": {},
   "outputs": [],
   "source": [
    "random_data_f = random_data.loc[random_data['floor_m_t'].notna() & random_data['ejecta_m_t'].notna()].copy() #exclude nan locations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b646b003-f560-4ed9-bd79-bd92d1c57413",
   "metadata": {},
   "outputs": [],
   "source": [
    "random_data_ff = random_data_f.loc[(random_data_f['ejecta_m_t'] > 0) & (random_data_f['floor_m_t'] > 0)].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "4c7f4b55-3396-464e-b93f-8cda523f2636",
   "metadata": {},
   "outputs": [],
   "source": [
    "D_sc = 18\n",
    "##apparent transient crater\n",
    "random_data_ff['r_at'] = (random_data_ff['rc']**(0.921)*(D_sc/2)**(0.079))/(1.32) #adapted from holsapple 1993 with Rat = Rt/1.3\n",
    "\n",
    "#excavation depth\n",
    "random_data_ff['h_exc'] = 1.3*random_data_ff['r_at']/5.0 #melosh pg. 80\n",
    "\n",
    "random_data_ff['diff'] = random_data_ff['ejecta_m_t'] - random_data_ff['floor_m_t'] \n",
    "random_data_ff['vols'] = np.pi*random_data_ff['h_exc']*random_data_ff['r_at']**2/2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "id": "bf858c2d-1782-4b51-b40a-d5a1e210f998",
   "metadata": {},
   "outputs": [],
   "source": [
    "### \n",
    "\n",
    "scen1 = random_data_ff.loc[random_data_ff['diff'] > random_data_ff['back_std']]\n",
    "scen2 = random_data_ff.loc[random_data_ff['diff'] < -random_data_ff['back_std']]\n",
    "bins = np.arange(10,101,1)\n",
    "\n",
    "#bins = np.array([10,12,30,60,100])\n",
    "f_num = np.zeros_like(bins)\n",
    "f1_num = np.zeros_like(bins)\n",
    "f2_num = np.zeros_like(bins)\n",
    "s1_num = np.zeros_like(bins)\n",
    "s2_num = np.zeros_like(bins)\n",
    "for i in range(2,len(bins) - 2):\n",
    "    full = random_data_ff.loc[(random_data_ff['rc'] >= bins[i-2]) & (random_data_ff['rc'] < bins[i + 2])]\n",
    "    f1 = full.loc[full['diff'] > 0]\n",
    "    f2 = full.loc[full['diff'] < 0]\n",
    "    s1 = scen1.loc[(scen1['rc'] >= bins[i-2]) & (scen1['rc'] < bins[i + 2])]\n",
    "    s2 = scen2.loc[(scen2['rc'] >= bins[i-2]) & (scen2['rc'] < bins[i + 2])]\n",
    "    \n",
    "    f_num[i] = len(full)\n",
    "    f1_num[i] = len(f1)\n",
    "    f2_num[i] = len(f2)\n",
    "    s1_num[i] = len(s1)\n",
    "    s2_num[i] = len(s2)\n",
    "                              "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "70ad87af-f1a5-46d0-a04f-2c111137f237",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/4274993606.py:3: RuntimeWarning: invalid value encountered in divide\n",
      "  ax.plot(2*bins, (s1_num/f1_num)*100, 'r-',label = '% Scenario 1')\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/4274993606.py:4: RuntimeWarning: invalid value encountered in divide\n",
      "  ax.plot(2*bins, (s2_num/f2_num)*100, 'b-',label = '% Scenario 2')\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows = 1, figsize = [10,3])\n",
    "plt.title('Rolling 5 km window')\n",
    "ax.plot(2*bins, (s1_num/f1_num)*100, 'r-',label = '% Scenario 1')\n",
    "ax.plot(2*bins, (s2_num/f2_num)*100, 'b-',label = '% Scenario 2')\n",
    "ax.set_ylabel('Percentage (%)')\n",
    "ax.set_xlabel('Crater Diameter (km)')\n",
    "\n",
    "ax.legend(loc = 'upper left')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "6a879738-d28a-4330-9065-e755816a34b9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3207849226.py:35: RuntimeWarning: invalid value encountered in divide\n",
      "  s1_perc = np.nanmean(s1_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3207849226.py:35: RuntimeWarning: Mean of empty slice\n",
      "  s1_perc = np.nanmean(s1_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3207849226.py:36: RuntimeWarning: invalid value encountered in divide\n",
      "  s1_std = np.nanstd(s1_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3207849226.py:38: RuntimeWarning: invalid value encountered in divide\n",
      "  s2_perc = np.nanmean(s2_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3207849226.py:38: RuntimeWarning: Mean of empty slice\n",
      "  s2_perc = np.nanmean(s2_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3207849226.py:39: RuntimeWarning: invalid value encountered in divide\n",
      "  s2_std = np.nanstd(s2_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3207849226.py:41: RuntimeWarning: invalid value encountered in divide\n",
      "  s1_med = np.nanmedian(s1_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3207849226.py:42: RuntimeWarning: invalid value encountered in divide\n",
      "  s2_med = np.nanmedian(s2_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3207849226.py:44: RuntimeWarning: invalid value encountered in divide\n",
      "  s1_25 = np.nanpercentile(s1_list/fs,25)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3207849226.py:45: RuntimeWarning: invalid value encountered in divide\n",
      "  s1_75 = np.nanpercentile(s1_list/fs,75)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3207849226.py:47: RuntimeWarning: invalid value encountered in divide\n",
      "  s2_25 = np.nanpercentile(s2_list/fs,25)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3207849226.py:48: RuntimeWarning: invalid value encountered in divide\n",
      "  s2_75 = np.nanpercentile(s2_list/fs,75)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3207849226.py:50: RuntimeWarning: invalid value encountered in divide\n",
      "  ratios = s1_list/s2_list\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3207849226.py:52: RuntimeWarning: Mean of empty slice\n",
      "  srat = np.nanmean(ratios)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3207849226.py:50: RuntimeWarning: divide by zero encountered in divide\n",
      "  ratios = s1_list/s2_list\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 10.0)"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x700 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### lets try breaking it up into 30 X 30 squares and see what the random dist looks like \n",
    "fig,ax = plt.subplots(nrows = 3, figsize = [8,7])\n",
    "\n",
    "lat_bounds = np.arange(-90,10,10)\n",
    "lon_bounds = np.arange(-180,100,10)\n",
    "bins = np.arange(10,101,1)\n",
    "\n",
    "\n",
    "for i in range(len(bins) - 5):\n",
    "    full = random_data_ff.loc[(random_data_ff['rc'] >= bins[i-5]) & (random_data_ff['rc'] < bins[i + 5])]\n",
    "    \n",
    "    s1 = full.loc[(full['diff'] > full['back_std'])]\n",
    "    s2 = full.loc[(full['diff'] < -full['back_std'])]\n",
    "\n",
    "    fs = []\n",
    "    s1_list = []\n",
    "    s2_list = []\n",
    "    for latb in lat_bounds:\n",
    "        for lonb in lon_bounds:\n",
    "            f = len(full.loc[(full['lat'] >= latb)& (full['lat'] < latb + 90) &\n",
    "                             (full['lon'] >= lonb)& (full['lon'] < lonb + 90)])\n",
    "            fs.append(f)\n",
    "            \n",
    "            s1_l = len(s1.loc[(s1['lat'] >= latb)& (s1['lat'] < latb + 90) &\n",
    "                             (s1['lon'] >= lonb)& (s1['lon'] < lonb + 90)])\n",
    "            s1_list.append(s1_l)\n",
    "            s2_l = len(s2.loc[(s2['lat'] >= latb)& (s2['lat'] < latb + 90) &\n",
    "                             (s2['lon'] >= lonb)& (s2['lon'] < lonb + 90)])\n",
    "            s2_list.append(s2_l)\n",
    "                \n",
    "    fs = np.array(fs)\n",
    "    s1_list = np.array(s1_list)\n",
    "    s2_list = np.array(s2_list)\n",
    "    \n",
    "    s1_perc = np.nanmean(s1_list/fs)\n",
    "    s1_std = np.nanstd(s1_list/fs)\n",
    "    \n",
    "    s2_perc = np.nanmean(s2_list/fs)\n",
    "    s2_std = np.nanstd(s2_list/fs)\n",
    "    \n",
    "    s1_med = np.nanmedian(s1_list/fs)\n",
    "    s2_med = np.nanmedian(s2_list/fs)\n",
    "    \n",
    "    s1_25 = np.nanpercentile(s1_list/fs,25)\n",
    "    s1_75 = np.nanpercentile(s1_list/fs,75)\n",
    "    \n",
    "    s2_25 = np.nanpercentile(s2_list/fs,25)\n",
    "    s2_75 = np.nanpercentile(s2_list/fs,75)\n",
    "    \n",
    "    ratios = s1_list/s2_list\n",
    "    ratios[np.where(ratios == np.inf)] = np.nan\n",
    "    srat = np.nanmean(ratios)\n",
    "    \n",
    "    ax[0].plot(2*bins[i],100*s1_med, 'ro', label = 'Scenario 1')\n",
    "    ax[0].vlines(2*bins[i], 100*(s1_75),100*(s1_25),color = 'red', alpha = 0.5)\n",
    "    \n",
    "    ax[1].plot(2*bins[i],100*s2_med, 'bo', label =  'Scenario 2')\n",
    "    ax[1].vlines(2*bins[i], 100*(s2_75),100*(s2_25),color = 'blue', alpha = 0.5)\n",
    "    \n",
    "\n",
    "    #ax[0].plot(2*bins[i],100*s1_perc, 'ro', label = 'Scenario 1')\n",
    "    #ax[0].vlines(2*bins[i], 100*(s1_perc + s1_std),100*(s1_perc - s1_std),color = 'red', alpha = 0.5)\n",
    "    \n",
    "    #ax[1].plot(2*bins[i],100*s2_perc, 'bo', label =  'Scenario 2')\n",
    "    #ax[1].vlines(2*bins[i], 100*(s2_perc + s2_std),100*(s2_perc - s2_std),color = 'blue', alpha = 0.5)\n",
    "    \n",
    "    ax[2].plot(2*bins[i],srat, 'go')\n",
    "\n",
    "    ### do for both next time\n",
    "    \n",
    "ax[2].set_xlabel('Crater Diameter (km)') \n",
    "ax[0].set_ylabel(' % Scenario 1')\n",
    "ax[1].set_ylabel(' % Scenario 2')\n",
    "ax[2].set_ylabel('Scen 1 to Scen 2 Ratio')\n",
    "ax[0].set_title('Results of Random Th Sampling')\n",
    "\n",
    "plt.tight_layout()\n",
    "ax[0].set_ylim([0,10])\n",
    "ax[1].set_ylim([0,10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "0deca225-9844-4ba1-8e9d-1a354c4717d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "nans = full_craterdat.loc[full_craterdat['floor_m_t'].isna()& full_craterdat['ejecta_m_t'].isna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "f2503d31-23d5-4637-8793-b26680718c02",
   "metadata": {},
   "outputs": [],
   "source": [
    "#### Load Data\n",
    "\n",
    "full_craterdat = pd.read_csv('thorium_measurements_20-200km_h30.csv')\n",
    "\n",
    "full_craterdat = full_craterdat.loc[full_craterdat['floor_m_t'].notna()& full_craterdat['ejecta_m_t'].notna()] #exclude nan locations\n",
    "\n",
    "##distance from imbrium\n",
    "#full_craterdat['dist_from_imbrium'] = great_circle_dist_moon([imb_lon,imb_lat],[full_craterdat['lon'],full_craterdat['lat']])\n",
    "\n",
    "##apparent transient crater\n",
    "full_craterdat['r_at'] = (full_craterdat['rc']**(0.921)*(D_sc/2)**(0.079))/(1.32) #adapted from holsapple 1993 with Rat = Rt/1.3\n",
    "\n",
    "#excavation depth\n",
    "full_craterdat['h_exc'] = 1.3*full_craterdat['r_at']/5.0 #melosh pg. 80\n",
    "\n",
    "full_craterdat['diff'] = full_craterdat['ejecta_m_t'] - full_craterdat['floor_m_t'] \n",
    "full_craterdat['vols'] = np.pi*full_craterdat['h_exc']*full_craterdat['r_at']**2/2\n",
    "\n",
    "\n",
    "\n",
    "full_craterdat = full_craterdat.loc[(full_craterdat['ejecta_m_t'] > 0) & (full_craterdat['floor_m_t'] > 0)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "9843fe64-7075-42a3-b747-16fd551e850d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3461161546.py:34: RuntimeWarning: invalid value encountered in divide\n",
      "  s1_perc = np.nanmean(s1_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3461161546.py:34: RuntimeWarning: Mean of empty slice\n",
      "  s1_perc = np.nanmean(s1_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3461161546.py:35: RuntimeWarning: invalid value encountered in divide\n",
      "  s1_std = np.nanstd(s1_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3461161546.py:37: RuntimeWarning: invalid value encountered in divide\n",
      "  s2_perc = np.nanmean(s2_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3461161546.py:37: RuntimeWarning: Mean of empty slice\n",
      "  s2_perc = np.nanmean(s2_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3461161546.py:38: RuntimeWarning: invalid value encountered in divide\n",
      "  s2_std = np.nanstd(s2_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3461161546.py:40: RuntimeWarning: invalid value encountered in divide\n",
      "  s1_med = np.nanmedian(s1_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3461161546.py:41: RuntimeWarning: invalid value encountered in divide\n",
      "  s2_med = np.nanmedian(s2_list/fs)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3461161546.py:43: RuntimeWarning: invalid value encountered in divide\n",
      "  s1_25 = np.nanpercentile(s1_list/fs,5)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3461161546.py:44: RuntimeWarning: invalid value encountered in divide\n",
      "  s1_75 = np.nanpercentile(s1_list/fs,95)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3461161546.py:46: RuntimeWarning: invalid value encountered in divide\n",
      "  s2_25 = np.nanpercentile(s2_list/fs,5)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3461161546.py:47: RuntimeWarning: invalid value encountered in divide\n",
      "  s2_75 = np.nanpercentile(s2_list/fs,95)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3461161546.py:49: RuntimeWarning: invalid value encountered in divide\n",
      "  ratios = s1_list/s2_list\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3461161546.py:51: RuntimeWarning: Mean of empty slice\n",
      "  srat = np.nanmean(ratios)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/3461161546.py:49: RuntimeWarning: divide by zero encountered in divide\n",
      "  ratios = s1_list/s2_list\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 10.0)"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x700 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(nrows = 3, figsize = [8,7])\n",
    "\n",
    "lat_bounds = np.arange(-90,10,10)\n",
    "lon_bounds = np.arange(-180,100,10)\n",
    "bins = np.arange(10,101,1)\n",
    "\n",
    "\n",
    "for i in range(len(bins) - 5):\n",
    "    full = full_craterdat.loc[(full_craterdat['rc'] >= bins[i-5]) & (full_craterdat['rc'] < bins[i + 5])]\n",
    "    \n",
    "    s1 = full.loc[(full['diff'] > full['back_std'])]\n",
    "    s2 = full.loc[(full['diff'] < -full['back_std'])]\n",
    "\n",
    "    f1s = []\n",
    "    f2s = \n",
    "    s1_list = []\n",
    "    s2_list = []\n",
    "    for latb in lat_bounds:\n",
    "        for lonb in lon_bounds:\n",
    "            f = len(full.loc[(full['lat'] >= latb)& (full['lat'] < latb + 90) &\n",
    "                             (full['lon'] >= lonb)& (full['lon'] < lonb + 90)])\n",
    "            fs.append(f)\n",
    "            \n",
    "            s1_l = len(s1.loc[(s1['lat'] >= latb)& (s1['lat'] < latb + 90) &\n",
    "                             (s1['lon'] >= lonb)& (s1['lon'] < lonb + 90)])\n",
    "            s1_list.append(s1_l)\n",
    "            s2_l = len(s2.loc[(s2['lat'] >= latb)& (s2['lat'] < latb + 90) &\n",
    "                             (s2['lon'] >= lonb)& (s2['lon'] < lonb + 90)])\n",
    "            s2_list.append(s2_l)\n",
    "                \n",
    "    fs = np.array(fs)\n",
    "    s1_list = np.array(s1_list)\n",
    "    s2_list = np.array(s2_list)\n",
    "    \n",
    "    s1_perc = np.nanmean(s1_list/fs)\n",
    "    s1_std = np.nanstd(s1_list/fs)\n",
    "    \n",
    "    s2_perc = np.nanmean(s2_list/fs)\n",
    "    s2_std = np.nanstd(s2_list/fs)\n",
    "    \n",
    "    s1_med = np.nanmedian(s1_list/fs)\n",
    "    s2_med = np.nanmedian(s2_list/fs)\n",
    "    \n",
    "    s1_25 = np.nanpercentile(s1_list/fs,5)\n",
    "    s1_75 = np.nanpercentile(s1_list/fs,95)\n",
    "    \n",
    "    s2_25 = np.nanpercentile(s2_list/fs,5)\n",
    "    s2_75 = np.nanpercentile(s2_list/fs,95)\n",
    "    \n",
    "    ratios = s1_list/s2_list\n",
    "    ratios[np.where(ratios == np.inf)] = np.nan\n",
    "    srat = np.nanmean(ratios)\n",
    "    \n",
    "    ax[0].plot(2*bins[i],100*s1_med, 'ro', label = 'Scenario 1')\n",
    "    ax[0].vlines(2*bins[i], 100*(s1_75),100*(s1_25),color = 'red', alpha = 0.5)\n",
    "    \n",
    "    ax[1].plot(2*bins[i],100*s2_med, 'bo', label =  'Scenario 2')\n",
    "    ax[1].vlines(2*bins[i], 100*(s2_75),100*(s2_25),color = 'blue', alpha = 0.5)\n",
    "    \n",
    "\n",
    "    #ax[0].plot(2*bins[i],100*s1_perc, 'ro', label = 'Scenario 1')\n",
    "    #ax[0].vlines(2*bins[i], 100*(s1_perc + s1_std),100*(s1_perc - s1_std),color = 'red', alpha = 0.5)\n",
    "    \n",
    "    #ax[1].plot(2*bins[i],100*s2_perc, 'bo', label =  'Scenario 2')\n",
    "    #ax[1].vlines(2*bins[i], 100*(s2_perc + s2_std),100*(s2_perc - s2_std),color = 'blue', alpha = 0.5)\n",
    "    \n",
    "    ax[2].plot(2*bins[i],srat, 'go')\n",
    "\n",
    "    ### do for both next time\n",
    "    \n",
    "ax[2].set_xlabel('Crater Diameter (km)') \n",
    "ax[0].set_ylabel(' % Scenario 1')\n",
    "ax[1].set_ylabel(' % Scenario 2')\n",
    "ax[2].set_ylabel('Scen 1 to Scen 2 Ratio')\n",
    "ax[0].set_title('Data (90 degree by 90 degree bins)')\n",
    "\n",
    "plt.tight_layout()\n",
    "ax[0].set_ylim([0,10])\n",
    "ax[1].set_ylim([0,10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "0d29baae-adb1-4e91-a9ff-b467cb884f2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_90526/3810405001.py:31: RuntimeWarning: invalid value encountered in divide\n",
      "  tot_perc =(s1_list + s2_list)/fs\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_90526/3810405001.py:36: RuntimeWarning: invalid value encountered in divide\n",
      "  ratios = s1_list/s2_list\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_90526/3810405001.py:36: RuntimeWarning: divide by zero encountered in divide\n",
      "  ratios = s1_list/s2_list\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### lets try breaking it up into 30 X 30 squares for the actual data\n",
    "fig,ax = plt.subplots(nrows = 2,figsize = [8,5])\n",
    "\n",
    "lat_bounds = np.arange(-90,90,30)\n",
    "lon_bounds = np.arange(-180,180,30)\n",
    "\n",
    "rads = np.arange(10,101,1)\n",
    "count = 0\n",
    "for latb in lat_bounds:\n",
    "    for lonb in lon_bounds:\n",
    "        \n",
    "        full = full_craterdat.loc[(full_craterdat['lat'] >= latb)& (full_craterdat['lat'] < latb + 30) &\n",
    "                         (full_craterdat['lon'] >= lonb)& (full_craterdat['lon'] < lonb + 30)]\n",
    "        \n",
    "        s1 = full.loc[(full['diff'] > full['back_std'])]\n",
    "        s2 = full.loc[(full['diff'] < -full['back_std'])]\n",
    "        \n",
    "        fs = []\n",
    "        s1_list = []\n",
    "        s2_list = []\n",
    "        \n",
    "        for i in range(2,len(rads)-2):\n",
    "            fs.append(len(full.loc[(full['rc'] >= rads[i-2]) & (full['rc'] < rads[i + 2])]))\n",
    "            s1_list.append(len(s1.loc[(s1['rc'] >= rads[i-2]) & (s1['rc'] < rads[i + 2])]))\n",
    "            s2_list.append(len(s2.loc[(s2['rc'] >= rads[i-2]) & (s2['rc'] < rads[i + 2])]))\n",
    "                      \n",
    "                \n",
    "        fs = np.array(fs)\n",
    "        s1_list = np.array(s1_list)\n",
    "        s2_list = np.array(s2_list)\n",
    "        tot_perc =(s1_list + s2_list)/fs\n",
    "\n",
    "    \n",
    "        ax[0].plot(2*rads[2:-2],100*tot_perc, label = \"Box {}\".format(count))\n",
    "    \n",
    "        ratios = s1_list/s2_list\n",
    "        ratios[np.where(ratios == np.inf)] = np.nan\n",
    "\n",
    "        ax[1].plot(2*rads[2:-2],ratios,label = \"Box {}\".format(count))\n",
    "        count += 1\n",
    "\n",
    "ax[1].set_xlabel('Diameter (km)') \n",
    "ax[0].set_ylabel('% Significant Craters')\n",
    "ax[1].set_ylabel('Scenario 1 / Scenario 2')\n",
    "ax[0].set_title('Data Results')\n",
    "\n",
    "plt.tight_layout()\n",
    "#ax[0].set_xlim([25,70])\n",
    "#ax[1].set_xlim([25,70])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "3401db1a-7853-4c0d-a6eb-ce3e78315561",
   "metadata": {},
   "outputs": [],
   "source": [
    "surveyed = full_craterdat.loc[np.abs(full_craterdat['diff']) > full_craterdat['back_std']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "992d66ba-24bf-4fef-9840-dfcfbd813bb6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "a73cb50c-be9a-47e5-ad7e-f62e02df1255",
   "metadata": {},
   "outputs": [],
   "source": [
    "### \n",
    "\n",
    "scen1_data = full_craterdat.loc[full_craterdat['diff'] > full_craterdat['back_std']]\n",
    "scen2_data = full_craterdat.loc[full_craterdat['diff'] < -full_craterdat['back_std']]\n",
    "bins = np.arange(10,101,1)\n",
    "\n",
    "#bins = np.array([10,12,30,60,100])\n",
    "f_num_data = np.zeros_like(bins)\n",
    "f1_dat = np.zeros_like(bins)\n",
    "f2_dat = np.zeros_like(bins)\n",
    "s1_num_data = np.zeros_like(bins)\n",
    "s2_num_data = np.zeros_like(bins)\n",
    "\n",
    "for i in range(2,len(bins) - 2):\n",
    "    full = full_craterdat.loc[(full_craterdat['rc'] >= bins[i-2]) & (full_craterdat['rc'] < bins[i + 2])]\n",
    "    f1 = full.loc[full['diff'] > 0]\n",
    "    f2 = full.loc[full['diff'] < 0]\n",
    "    s1 = scen1_data.loc[(scen1_data['rc'] >= bins[i-2]) & (scen1_data['rc'] < bins[i + 2])]\n",
    "    s2 = scen2_data.loc[(scen2_data['rc'] >= bins[i-2]) & (scen2_data['rc'] < bins[i + 2])]\n",
    "    \n",
    "    f_num_data[i] = len(full)\n",
    "    f1_dat[i] = len(f1)\n",
    "    f2_dat[i] = len(f2)\n",
    "    s1_num_data[i] = len(s1)\n",
    "    s2_num_data[i] = len(s2)\n",
    "                              "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "adb59552-3f01-42bd-a082-7233347dfb51",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/1191443639.py:1: RuntimeWarning: invalid value encountered in divide\n",
      "  plt.plot(2*bins,100*(s1_num + s2_num)/f_num, 'r--',label = \"Random\")\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/1191443639.py:2: RuntimeWarning: invalid value encountered in divide\n",
      "  plt.plot(2*bins,100*(s1_num_data + s2_num_data)/f_num_data, 'k-', label = \"Data\")\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1fa5105e0>"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(2*bins,100*(s1_num + s2_num)/f_num, 'r--',label = \"Random\")\n",
    "plt.plot(2*bins,100*(s1_num_data + s2_num_data)/f_num_data, 'k-', label = \"Data\")\n",
    "plt.xlabel('Crater Diameter (km)')\n",
    "plt.ylabel('# of Significant Craters')\n",
    "plt.legend(loc = 'upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "774c0d43-dd0c-431a-85af-02917260c4a7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/4062293983.py:3: RuntimeWarning: invalid value encountered in divide\n",
      "  ax[0].plot(2*bins, (s1_num/f1_num)*100, 'r--',label = 'Random')\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/4062293983.py:4: RuntimeWarning: invalid value encountered in divide\n",
      "  ax[0].plot(2*bins, (s1_num_data/f1_dat)*100, 'k-',label = 'Data')\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/4062293983.py:7: RuntimeWarning: invalid value encountered in divide\n",
      "  ax[1].plot(2*bins, (s2_num/f2_num)*100, 'b--',label = 'Random')\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/4062293983.py:8: RuntimeWarning: invalid value encountered in divide\n",
      "  ax[1].plot(2*bins, (s2_num_data/f2_dat)*100, 'k-',label = 'Data')\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows = 2, figsize = [10,5])\n",
    "ax[0].set_title('Rolling 5 km window')\n",
    "ax[0].plot(2*bins, (s1_num/f1_num)*100, 'r--',label = 'Random')\n",
    "ax[0].plot(2*bins, (s1_num_data/f1_dat)*100, 'k-',label = 'Data')\n",
    "\n",
    "\n",
    "ax[1].plot(2*bins, (s2_num/f2_num)*100, 'b--',label = 'Random')\n",
    "ax[1].plot(2*bins, (s2_num_data/f2_dat)*100, 'k-',label = 'Data')\n",
    "\n",
    "\n",
    "ax[0].set_ylabel(' Scenario 1(%)')\n",
    "ax[0].set_xticklabels([])\n",
    "\n",
    "\n",
    "ax[0].legend(loc = 'upper left')\n",
    "ax[0].set_xlim([20,200])\n",
    "ax[1].set_xlim([20,200])\n",
    "ax[1].set_ylabel(' Scenario 2 (%)')\n",
    "ax[1].set_xlabel('Crater Diameter (km)')\n",
    "\n",
    "ax[1].legend(loc = 'upper left')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "70efa144-19eb-4157-a5e8-1f0e8437a384",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/1934013268.py:3: RuntimeWarning: invalid value encountered in divide\n",
      "  ax.plot(2*bins, (s1_num_data/f1_dat)*100, 'r-',label = 'Scenario 1')\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/1934013268.py:4: RuntimeWarning: invalid value encountered in divide\n",
      "  ax.plot(2*bins, (s2_num_data/f2_dat)*100, 'b--',label = 'Scenario 2')\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows = 1, figsize = [8,3])\n",
    "plt.title('Rolling 5 km window')\n",
    "ax.plot(2*bins, (s1_num_data/f1_dat)*100, 'r-',label = 'Scenario 1')\n",
    "ax.plot(2*bins, (s2_num_data/f2_dat)*100, 'b--',label = 'Scenario 2')\n",
    "ax.set_ylabel('Percentage Significant(%)')\n",
    "ax.set_xlabel('Crater Diameter (km)')\n",
    "ax.set_xlim([20,200])\n",
    "ax.legend(loc = 'upper left')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "id": "b9927e1d-31d0-4413-8c43-4612d8024ade",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '# Scenario 2 Craters')"
      ]
     },
     "execution_count": 290,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows = 1, figsize = [6,6])\n",
    "\n",
    "\n",
    "norm = mpl.colors.Normalize(vmin = 20, vmax = 200)\n",
    "cmap=plt.get_cmap(\"tab20c\")\n",
    "sm = mpl.cm.ScalarMappable(cmap=cmap, norm=norm)    \n",
    "sm.set_array([])   \n",
    "\n",
    "ax.plot([0,2000],[0,2000],'k--',alpha = 0.2)\n",
    "c = ax.scatter(f1_dat,f2_dat,c = 2*bins,cmap = cmap)\n",
    "plt.colorbar(sm,label = 'Crater Diameter (km)',ax = ax,shrink = 0.80)\n",
    "ax.set_xlim([1,2000])\n",
    "ax.set_ylim([1,2000])\n",
    "ax.set_xscale('log')\n",
    "ax.set_yscale('log')\n",
    "ax.set_aspect('equal')\n",
    "ax.set_xlabel(\"# Scenario 1 Craters\")\n",
    "ax.set_ylabel(\"# Scenario 2 Craters\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2c1ba67b-3ed5-468f-81d0-d535d2281d28",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "id": "aed5c18f-8373-4ec6-82e8-ce1d6f6f9472",
   "metadata": {},
   "outputs": [],
   "source": [
    "##### quadrants\n",
    "\n",
    "### \n",
    "\n",
    "scen1_data = full_craterdat.loc[full_craterdat['diff'] > full_craterdat['back_std']]\n",
    "scen2_data = full_craterdat.loc[full_craterdat['diff'] < -full_craterdat['back_std']]\n",
    "bins = np.arange(10,101,1)\n",
    "\n",
    "#bins = np.array([10,12,30,60,100])\n",
    "f1_4q = np.zeros((4,len(bins)))\n",
    "f2_4q = np.zeros((4,len(bins)))\n",
    "s1_4q = np.zeros((4,len(bins)))\n",
    "s2_4q = np.zeros((4,len(bins)))\n",
    "\n",
    "for i in range(2,len(bins) - 2):\n",
    "    full = full_craterdat.loc[(full_craterdat['rc'] >= bins[i-2]) & (full_craterdat['rc'] < bins[i + 2])]\n",
    "    f1 = full.loc[full['diff'] > 0]\n",
    "    f2 = full.loc[full['diff'] < 0]\n",
    "    s1 = scen1_data.loc[(scen1_data['rc'] >= bins[i-2]) & (scen1_data['rc'] < bins[i + 2])]\n",
    "    s2 = scen2_data.loc[(scen2_data['rc'] >= bins[i-2]) & (scen2_data['rc'] < bins[i + 2])]\n",
    "    \n",
    "    f1_4q[0,i] = len(full.loc[(full['diff'] > 0)&(full['lat'] > 0)& (full['lon'] > 0)])\n",
    "    f1_4q[1,i] = len(full.loc[(full['diff'] > 0)&(full['lat'] > 0)& (full['lon'] < 0)])\n",
    "    f1_4q[2,i] = len(full.loc[(full['diff'] > 0)&(full['lat'] < 0)& (full['lon'] < 0)])\n",
    "    f1_4q[3,i] = len(full.loc[(full['diff'] > 0)&(full['lat'] < 0)& (full['lon'] > 0)])\n",
    "    \n",
    "    f2_4q[0,i] = len(full.loc[(full['diff'] < 0)&(full['lat'] > 0)& (full['lon'] > 0)])\n",
    "    f2_4q[1,i] = len(full.loc[(full['diff'] < 0)&(full['lat'] > 0)& (full['lon'] < 0)])\n",
    "    f2_4q[2,i] = len(full.loc[(full['diff'] < 0)&(full['lat'] < 0)& (full['lon'] < 0)])\n",
    "    f2_4q[3,i] = len(full.loc[(full['diff'] < 0)&(full['lat'] < 0)& (full['lon'] > 0)])\n",
    "    \n",
    "    s1_4q[0,i] = len(s1.loc[(s1['lat'] > 0)& (s1['lon'] > 0)])\n",
    "    s1_4q[1,i] = len(s1.loc[(s1['lat'] > 0)& (s1['lon'] < 0)])\n",
    "    s1_4q[2,i] = len(s1.loc[(s1['lat'] < 0)& (s1['lon'] < 0)])\n",
    "    s1_4q[3,i] = len(s1.loc[(s1['lat'] < 0)& (s1['lon'] > 0)])\n",
    "    \n",
    "    s2_4q[0,i] = len(s2.loc[(s2['lat'] > 0)& (s2['lon'] > 0)])\n",
    "    s2_4q[1,i] = len(s2.loc[(s2['lat'] > 0)& (s2['lon'] < 0)])\n",
    "    s2_4q[2,i] = len(s2.loc[(s2['lat'] < 0)& (s2['lon'] < 0)])\n",
    "    s2_4q[3,i] = len(s2.loc[(s2['lat'] < 0)& (s2['lon'] > 0)])\n",
    "    \n",
    "                              "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "6802bd8b-e32b-470f-9497-1498f832290c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/2893730878.py:3: RuntimeWarning: invalid value encountered in divide\n",
      "  ax[i].plot(2*bins, (s1_4q[i,:]/f1_4q[i,:])*100, 'r-',label = 'Scenario 1')\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/2893730878.py:4: RuntimeWarning: invalid value encountered in divide\n",
      "  ax[i].plot(2*bins, (s2_4q[i,:]/f2_4q[i,:])*100, 'b--',label = 'Scenario 2')\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows = 4, figsize = [8,6])\n",
    "for i in range(4):\n",
    "    ax[i].plot(2*bins, (s1_4q[i,:]/f1_4q[i,:])*100, 'r-',label = 'Scenario 1')\n",
    "    ax[i].plot(2*bins, (s2_4q[i,:]/f2_4q[i,:])*100, 'b--',label = 'Scenario 2')\n",
    "    ax[i].set_xlim([20,200])\n",
    "\n",
    "#ax.set_ylabel('Percentage Significant(%)')\n",
    "ax[3].set_xlabel('Crater Diameter (km)')\n",
    "#ax.set_xlim([20,200])\n",
    "ax[0].legend(loc = 'upper left')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "id": "26439745-39fe-472c-8e2c-c73f99502287",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/835042046.py:3: RuntimeWarning: divide by zero encountered in divide\n",
      "  ax[i].vlines(2*bins, 1,(f1_4q[i,:]/f2_4q[i,:]),color = 'red',linewidth =5,alpha = 0.5)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/835042046.py:3: RuntimeWarning: invalid value encountered in divide\n",
      "  ax[i].vlines(2*bins, 1,(f1_4q[i,:]/f2_4q[i,:]),color = 'red',linewidth =5,alpha = 0.5)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/835042046.py:4: RuntimeWarning: divide by zero encountered in divide\n",
      "  ax[i].vlines(2*bins, 1,(f2_4q[i,:]/f1_4q[i,:]),color = 'blue',linewidth = 5,alpha = 0.5)\n",
      "/var/folders/zj/46zkt8ns517_676qkc7f89tm0000gv/T/ipykernel_59859/835042046.py:4: RuntimeWarning: invalid value encountered in divide\n",
      "  ax[i].vlines(2*bins, 1,(f2_4q[i,:]/f1_4q[i,:]),color = 'blue',linewidth = 5,alpha = 0.5)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows = 4, figsize = [8,6])\n",
    "for i in range(4):\n",
    "    ax[i].vlines(2*bins, 1,(f1_4q[i,:]/f2_4q[i,:]),color = 'red',linewidth =5,alpha = 0.5)\n",
    "    ax[i].vlines(2*bins, 1,(f2_4q[i,:]/f1_4q[i,:]),color = 'blue',linewidth = 5,alpha = 0.5)\n",
    "    ax[i].set_xlim([20,200])\n",
    "    ax[i].set_ylim([1,5])\n",
    "\n",
    "#ax[0].set_title('o')\n",
    "#ax.set_ylabel('Percentage Significant(%)')\n",
    "ax[3].set_xlabel('Crater Diameter (km)')\n",
    "#ax.legend(loc = 'upper left')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "id": "0b894da3-c42a-4807-9e3f-6e39087f7cbe",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "id": "b3e0bec3-4387-460e-b467-b61e9f7cac63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows = 2,ncols = 2, figsize = [8,8])\n",
    "\n",
    "\n",
    "norm = mpl.colors.Normalize(vmin = 20, vmax = 180)\n",
    "cmap=plt.get_cmap(\"tab20c\")\n",
    "sm = mpl.cm.ScalarMappable(cmap=cmap, norm=norm)    \n",
    "sm.set_array([])   \n",
    "\n",
    "for i in range(4):\n",
    "    ax[i//2,i%2].plot([0,450],[0,450],'k--',alpha = 0.2)\n",
    "    c = ax[i//2,i%2].scatter(f1_4q[i,:],f2_4q[i,:],c = 2*bins,cmap = cmap)\n",
    "    #ax[i//2,i%2].set_xlim([0,450])\n",
    "    #ax[i//2,i%2].set_ylim([0,450])\n",
    "    ax[i//2,i%2].set_xscale('log')\n",
    "    ax[i//2,i%2].set_yscale('log')\n",
    "    ax[i//2,i%2].set_title('Quadrant {}'.format(i))\n",
    "\n",
    "\n",
    "#ax[0].set_title('o')\n",
    "#ax.set_ylabel('Percentage Significant(%)')\n",
    "#ax[3].set_xlabel('Crater Diameter (km)')\n",
    "#ax.legend(loc = 'upper left')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "id": "7bb7e3fc-5fb3-4b62-88a4-ac216ccd05dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows = 2,ncols = 2, figsize = [8,8])\n",
    "\n",
    "\n",
    "norm = mpl.colors.Normalize(vmin = 20, vmax = 180)\n",
    "cmap=plt.get_cmap(\"tab20c\")\n",
    "sm = mpl.cm.ScalarMappable(cmap=cmap, norm=norm)    \n",
    "sm.set_array([])   \n",
    "\n",
    "for i in range(4):\n",
    "    ax[i//2,i%2].plot([0,100],[0,100],'k--',alpha = 0.2)\n",
    "    c = ax[i//2,i%2].scatter(s1_4q[i,:],s2_4q[i,:],c = 2*bins,cmap = cmap)\n",
    "    #ax[i//2,i%2].set_xlim([0,450])\n",
    "    #ax[i//2,i%2].set_ylim([0,450])\n",
    "    ax[i//2,i%2].set_xscale('log')\n",
    "    ax[i//2,i%2].set_yscale('log')\n",
    "\n",
    "\n",
    "\n",
    "#ax[0].set_title('o')\n",
    "#ax.set_ylabel('Percentage Significant(%)')\n",
    "#ax[3].set_xlabel('Crater Diameter (km)')\n",
    "#ax.legend(loc = 'upper left')\n",
    "plt.tight_layout()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
